{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "### 参考 https://www.kaggle.com/code/pmarcelino/comprehensive-data-exploration-with-python"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "#invite people for the Kaggle party\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy import stats\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "#bring in the six packs\n",
    "df_train = pd.read_csv('./data/train.csv')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n       'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n       'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n       'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n       'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n       'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n       'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n       'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n       'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n       'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n       'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n       'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n       'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n       'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n       'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n       'SaleCondition', 'SalePrice'],\n      dtype='object')"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check the decoration\n",
    "df_train.columns"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "count      1460.000000\nmean     180921.195890\nstd       79442.502883\nmin       34900.000000\n25%      129975.000000\n50%      163000.000000\n75%      214000.000000\nmax      755000.000000\nName: SalePrice, dtype: float64"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#descriptive statistics summary\n",
    "df_train['SalePrice'].describe()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#histogram\n",
    "sns.distplot(df_train['SalePrice']);"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skewness: 1.882876\n",
      "Kurtosis: 6.536282\n"
     ]
    }
   ],
   "source": [
    "#skewness and kurtosis\n",
    "print(\"Skewness: %f\" % df_train['SalePrice'].skew())\n",
    "print(\"Kurtosis: %f\" % df_train['SalePrice'].kurt())"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot grlivarea/saleprice\n",
    "var = 'GrLivArea'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot totalbsmtsf/saleprice\n",
    "var = 'TotalBsmtSF'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#box plot overallqual/saleprice\n",
    "var = 'OverallQual'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "f, ax = plt.subplots(figsize=(8, 6))\n",
    "fig = sns.boxplot(x=var, y=\"SalePrice\", data=data)\n",
    "fig.axis(ymin=0, ymax=800000);"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Keep calm and work smart"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x648 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#correlation matrix\n",
    "corrmat = df_train.corr()\n",
    "f, ax = plt.subplots(figsize=(12, 9))\n",
    "sns.heatmap(corrmat, vmax=.8, square=True);"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#saleprice correlation matrix\n",
    "k = 10 #number of variables for heatmap\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = np.corrcoef(df_train[cols].values.T)\n",
    "sns.set(font_scale=1.25)\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Important questions when thinking about missing data:\n",
    "\n",
    "+ How prevalent is the missing data?\n",
    "+ Is missing data random or does it have a pattern?\n",
    "The answer to these questions is important for practical reasons because missing data can imply a reduction of the sample size. This can prevent us from proceeding with the analysis. Moreover, from a substantive perspective, we need to ensure that the missing data process is not biased and hidding an inconvenient truth."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "              Total   Percent\nPoolQC         1453  0.995205\nMiscFeature    1406  0.963014\nAlley          1369  0.937671\nFence          1179  0.807534\nFireplaceQu     690  0.472603\nLotFrontage     259  0.177397\nGarageYrBlt      81  0.055479\nGarageCond       81  0.055479\nGarageType       81  0.055479\nGarageFinish     81  0.055479\nGarageQual       81  0.055479\nBsmtFinType2     38  0.026027\nBsmtExposure     38  0.026027\nBsmtQual         37  0.025342\nBsmtCond         37  0.025342\nBsmtFinType1     37  0.025342\nMasVnrArea        8  0.005479\nMasVnrType        8  0.005479\nElectrical        1  0.000685\nId                0  0.000000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Total</th>\n      <th>Percent</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>PoolQC</th>\n      <td>1453</td>\n      <td>0.995205</td>\n    </tr>\n    <tr>\n      <th>MiscFeature</th>\n      <td>1406</td>\n      <td>0.963014</td>\n    </tr>\n    <tr>\n      <th>Alley</th>\n      <td>1369</td>\n      <td>0.937671</td>\n    </tr>\n    <tr>\n      <th>Fence</th>\n      <td>1179</td>\n      <td>0.807534</td>\n    </tr>\n    <tr>\n      <th>FireplaceQu</th>\n      <td>690</td>\n      <td>0.472603</td>\n    </tr>\n    <tr>\n      <th>LotFrontage</th>\n      <td>259</td>\n      <td>0.177397</td>\n    </tr>\n    <tr>\n      <th>GarageYrBlt</th>\n      <td>81</td>\n      <td>0.055479</td>\n    </tr>\n    <tr>\n      <th>GarageCond</th>\n      <td>81</td>\n      <td>0.055479</td>\n    </tr>\n    <tr>\n      <th>GarageType</th>\n      <td>81</td>\n      <td>0.055479</td>\n    </tr>\n    <tr>\n      <th>GarageFinish</th>\n      <td>81</td>\n      <td>0.055479</td>\n    </tr>\n    <tr>\n      <th>GarageQual</th>\n      <td>81</td>\n      <td>0.055479</td>\n    </tr>\n    <tr>\n      <th>BsmtFinType2</th>\n      <td>38</td>\n      <td>0.026027</td>\n    </tr>\n    <tr>\n      <th>BsmtExposure</th>\n      <td>38</td>\n      <td>0.026027</td>\n    </tr>\n    <tr>\n      <th>BsmtQual</th>\n      <td>37</td>\n      <td>0.025342</td>\n    </tr>\n    <tr>\n      <th>BsmtCond</th>\n      <td>37</td>\n      <td>0.025342</td>\n    </tr>\n    <tr>\n      <th>BsmtFinType1</th>\n      <td>37</td>\n      <td>0.025342</td>\n    </tr>\n    <tr>\n      <th>MasVnrArea</th>\n      <td>8</td>\n      <td>0.005479</td>\n    </tr>\n    <tr>\n      <th>MasVnrType</th>\n      <td>8</td>\n      <td>0.005479</td>\n    </tr>\n    <tr>\n      <th>Electrical</th>\n      <td>1</td>\n      <td>0.000685</td>\n    </tr>\n    <tr>\n      <th>Id</th>\n      <td>0</td>\n      <td>0.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#missing data\n",
    "total = df_train.isnull().sum().sort_values(ascending=False)\n",
    "percent = (df_train.isnull().sum()/df_train.isnull().count()).sort_values(ascending=False)\n",
    "missing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])\n",
    "missing_data.head(20)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "0"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dealing with missing data\n",
    "df_train = df_train.drop((missing_data[missing_data['Total'] > 1]).index,1)\n",
    "df_train = df_train.drop(df_train.loc[df_train['Electrical'].isnull()].index)\n",
    "df_train.isnull().sum().max() #just checking that there's no missing data missing..."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "outer range (low) of the distribution:\n",
      "[[-1.83820775]\n",
      " [-1.83303414]\n",
      " [-1.80044422]\n",
      " [-1.78282123]\n",
      " [-1.77400974]\n",
      " [-1.62295562]\n",
      " [-1.6166617 ]\n",
      " [-1.58519209]\n",
      " [-1.58519209]\n",
      " [-1.57269236]]\n",
      "\n",
      "outer range (high) of the distribution:\n",
      "[[3.82758058]\n",
      " [4.0395221 ]\n",
      " [4.49473628]\n",
      " [4.70872962]\n",
      " [4.728631  ]\n",
      " [5.06034585]\n",
      " [5.42191907]\n",
      " [5.58987866]\n",
      " [7.10041987]\n",
      " [7.22629831]]\n"
     ]
    }
   ],
   "source": [
    "#standardizing data\n",
    "saleprice_scaled = StandardScaler().fit_transform(df_train['SalePrice'][:,np.newaxis]);\n",
    "low_range = saleprice_scaled[saleprice_scaled[:,0].argsort()][:10]\n",
    "high_range= saleprice_scaled[saleprice_scaled[:,0].argsort()][-10:]\n",
    "print('outer range (low) of the distribution:')\n",
    "print(low_range)\n",
    "print('\\nouter range (high) of the distribution:')\n",
    "print(high_range)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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